| Differential Transformer | Oct 7, 2024 | HallucinationIn-Context Learning | CodeCode Available | 2 | 5 |
| Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens | Nov 23, 2024 | Hallucination | CodeCode Available | 2 | 5 |
| DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement | Jun 18, 2025 | Graph GenerationHallucination | CodeCode Available | 2 | 5 |
| KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking | Apr 3, 2024 | Fact CheckingForm | CodeCode Available | 2 | 5 |
| Lawyer LLaMA Technical Report | May 24, 2023 | ArticlesHallucination | CodeCode Available | 2 | 5 |
| Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement | Mar 31, 2025 | HallucinationRAG | CodeCode Available | 2 | 5 |
| InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment | Feb 13, 2024 | Hallucination | CodeCode Available | 2 | 5 |
| Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions | Dec 20, 2022 | HallucinationQuestion Answering | CodeCode Available | 2 | 5 |
| MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation | Oct 5, 2023 | BenchmarkingDecision Making | CodeCode Available | 2 | 5 |
| HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models | May 19, 2023 | HallucinationHallucination Evaluation | CodeCode Available | 2 | 5 |
| Benchmarking Large Language Models in Retrieval-Augmented Generation | Sep 4, 2023 | Benchmarkingcounterfactual | CodeCode Available | 2 | 5 |
| VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis | Mar 29, 2024 | HallucinationImage Captioning | CodeCode Available | 2 | 5 |
| HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding | Mar 1, 2024 | HallucinationObject | CodeCode Available | 2 | 5 |
| Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies | Aug 6, 2023 | Hallucination | CodeCode Available | 2 | 5 |
| GPT-NER: Named Entity Recognition via Large Language Models | Apr 20, 2023 | Hallucinationnamed-entity-recognition | CodeCode Available | 2 | 5 |
| Granite Guardian | Dec 10, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 | 5 |
| HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models | Oct 23, 2023 | DiagnosticHallucination | CodeCode Available | 2 | 5 |
| FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation | Oct 5, 2023 | HallucinationWorld Knowledge | CodeCode Available | 2 | 5 |
| From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models | Oct 13, 2023 | HallucinationImage Captioning | CodeCode Available | 2 | 5 |
| FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation | May 30, 2025 | Hallucination | CodeCode Available | 2 | 5 |
| Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling | Apr 17, 2025 | Hallucination | CodeCode Available | 2 | 5 |
| Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image Descriptions | Jun 11, 2024 | HallucinationImage Description | CodeCode Available | 2 | 5 |
| In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation | Mar 3, 2024 | HallucinationTruthfulQA | CodeCode Available | 2 | 5 |
| A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions | Nov 9, 2023 | HallucinationInformation Retrieval | CodeCode Available | 2 | 5 |
| DeliLaw: A Chinese Legal Counselling System Based on a Large Language Model | Aug 1, 2024 | ArticlesHallucination | CodeCode Available | 2 | 5 |
